# Collibra Data Governance Center: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/collibra-data-governance-center

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "Best For: Governance-led Security & Compliance." (Qwen 3.7 Flash, Data masking)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Collibra Data Governance Center, from 3 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- productresources.collibra.com: 2 (its own site)
- sourceforge.net: 2
- spotsaas.com: 2
- accelario.com: 1
- auth.data.world: 1
- blog.hubspot.com: 1
- capterra.com: 1
- coefficient.io: 1
- collibra.com: 1 (its own site)
- devopsschool.com: 1

### Pages cited

- https://accelario.com/blog/comparing-top-data-masking-tools-of-2024: 1
- https://auth.data.world/: 1
- https://blog.hubspot.com/marketing/crm-compliance: 1
- https://capterra.com/data-governance-software: 1
- https://coefficient.io/data-masking-tools: 1
- https://collibra.com/blog/q4-2023-collibra-release-helping-customers-reduce-data-risks-and-improve-productivity: 1
- https://devopsschool.com/blog/top-10-data-quality-tools-in-2025-features-pros-cons-comparison: 1
- https://docs.aws.amazon.com/athena/latest/ug/security-iam-cross-account-glue-catalog-access.html: 1

## What it publishes

Every page collibra.com exposes, read 2026-10-05: 5469 addresses. By kind, pages and the last 90 days:

- blog: 911 pages, 0 in the last 90 days, latest undated
- case study: 41 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 6 pages, 1 in the last 90 days, latest 2026-08-12
- conference or event: 241 pages, 0 in the last 90 days, latest undated
- report or ebook: 5 pages, 0 in the last 90 days, latest 2026-03-10
- comparison: 5 pages, 2 in the last 90 days, latest 2026-09-10
- template or tool: 7 pages, 0 in the last 90 days, latest 2026-06-30
- glossary or explainer: 33 pages, 0 in the last 90 days, latest 2026-06-17
- podcast or video: 59 pages, 2 in the last 90 days, latest 2026-08-04
- news or press: 53 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-10 comparison: Context vs control why you need both https://www.collibra.com/blog/context-vs-control-why-you-need-both
- Recent: 2026-08-12 webinar or virtual event: Data lineage read apis mcp server lineage on demand https://www.collibra.com/blog/data-lineage-read-apis-mcp-server-lineage-on-demand
- Recent: 2026-08-05 comparison: Data sharing agreements vs data contracts two different promises around data https://www.collibra.com/blog/data-sharing-agreements-vs-data-contracts-two-different-promises-around-data
- Recent: 2026-08-04 podcast or video: Foundations for fast ai deployment in telecommunications https://www.collibra.com/podcasts/foundations-for-fast-ai-deployment-in-telecommunications
- Recent: 2026-07-28 podcast or video: From catching up to leading why ai governance must think five steps ahead https://www.collibra.com/podcasts/from-catching-up-to-leading-why-ai-governance-must-think-five-steps-ahead
- Recent: 2026-06-30 template or tool: Ai audit readiness a checklist for models agents and your first ai audit https://www.collibra.com/blog/ai-audit-readiness-a-checklist-for-models-agents-and-your-first-ai-audit

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.
